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Diffing AI Answer Snapshots Over Time With Python

If you track how AI assistants describe your brand, you quickly collect a folder of saved answers: one text file per question per week. Reading them all is slow. A small diff script shows what changed, which is usually the only thing worth reviewing. Folder layout snapshots/ 2026-10-17/q01-best-agency-hk.txt 2026-10-24/q01-best-agency-hk.txt 2026-10-31/q01-best-agency-hk.txt Each file holds the…

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Giving AI Coding Agents a Memory That Argues Back

I'm writing a series called "Becoming a Super Engineer": a software engineer since 2013, learning to hold software, data and AI under the same belt, and writing it down as it happens.

  • Knowledge base aids AI coding agents in remembering tasks and avoiding repetition.
  • Agents read knowledge base before making changes, then write back after completing tasks.
  • Markdown entries with evidence ensure consistency and rule enforcement.

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